Repository Analysis

aspnetboilerplate/aspnetboilerplate

ASP.NET Boilerplate - Web Application Framework

3.7 Likely human-written View on GitHub

Analysis Overview

This report presents the forensic synthetic code analysis of aspnetboilerplate/aspnetboilerplate, a C# project with 11,999 GitHub stars. SynthScan v2.0 examined 176,891 lines of code across 2512 source files, recording 584 pattern matches distributed across 8 syntactic categories. The overall adjusted score of 3.7 places this repository in the Likely human-written band.

The scanner applied 160+ deterministic lexical heuristics, multi-line block detectors, abstract syntax tree depth profilers, and a cross-file Jaccard similarity matrix to construct a statistically normalised synthetic code estimate. All matches are individually weighted by severity coefficient and contextual multiplier before summation, and the resulting headline score is temporally discounted to account for the repository's development history relative to the commercial emergence of large language model coding tooling (November 2022 onward).

3.7
Adjusted Score
3.7
Raw Score
100%
Time Factor
2026-07-28
Last Push
12.0K
Stars
C#
Language
176.9K
Lines of Code
2.5K
Files
584
Pattern Hits
2026-08-02
Scan Date
0.00
HC Hit Rate

What These Metrics Mean

Adjusted Score
Primary synthetic code indicator. Raw score normalised per 1,000 lines of code and multiplied by the temporal discount factor. This is the definitive comparative metric — use it to rank repositories by AI authorship density.
Raw Score
The unmodified sum of all severity-weighted, context-multiplied pattern match scores before temporal discounting. Reflects the absolute signal strength independent of when the repository was last active.
Time Factor
The temporal discount multiplier (0–100%) applied to the raw score. Repositories last updated before ChatGPT's launch (Nov 2022) receive a 5% factor. Full signal is only assigned to repositories active in the post-adoption era (Jan 2024+).
Pattern Hits
Total count of individual pattern matches across all files and categories. A high hit count with a low score may indicate a very large codebase with isolated AI snippets; a low count with a high score indicates dense, concentrated AI signatures.
HC Hit Rate
High+Critical pattern hits per file, averaged across the repository. This orthogonal signal catches repositories where a few files are densely packed with high-severity AI tells — a strong indicator even when the normalised score appears moderate due to codebase size.
Lines of Code / Files
Total lines and files analysed. The scanner examines 94 file extensions. These denominators are used to normalise the score, enabling fair comparison between repositories of vastly different sizes.

Score History

Longitudinal tracking requires multiple scan runs. Once this repository is re-scanned after new commits land, this chart will visualise how the synthetic code signal evolves over time — enabling you to detect whether AI authorship is growing, stabilising, or being actively corrected by human engineers.

No multi-scan history yet — run the scanner again to build trend data.

Severity Breakdown

Classifies detected patterns by their diagnostic confidence and structural impact. CRITICAL patterns (coefficient 10) represent definitive synthetic signatures — hallucinated imports, explicit LLM attribution metadata — virtually never produced by human authors. HIGH (5) indicates strong structural tells such as cross-file repetition or cross-linguistic idioms. MEDIUM (2) covers recognisable conversational padding and AI-specific vocabulary. LOW (1) captures subtle indicators like tautological comments and generic boilerplate that require density to carry independent signal.

CRITICAL 4HIGH 2MEDIUM 6LOW 572

Directory Score Breakdown

This horizontal bar chart decomposes the repository's raw synthetic code score by top-level directory, allowing you to pinpoint precisely which modules or components carry the highest AI authorship density. Directories with disproportionately high scores relative to their size warrant targeted manual review: concentrated AI signatures often trace back to mass-generated configuration layers, auto-ported test suites, LLM-scaffolded boilerplate classes, or entire subsystems authored under heavy copilot assistance. Use this view to prioritise your human code-review effort.

Pattern Findings

The scanner identified 584 distinct pattern matches across 8 syntactic categories. Each entry below represents a discrete location in the source code where the engine recorded a statistically significant AI authorship indicator. Expand any category row to inspect the individual file paths, line numbers, code snippets, and the lexical context (CODE, COMMENT, or STRING) in which each match was detected.

Reading the findings table: The Severity column indicates the diagnostic confidence level (CRITICAL / HIGH / MEDIUM / LOW). The Context column identifies whether the match occurred inside executable code, an inline comment, or a string literal — comment-context matches receive a ×1.5 weight because LLMs systematically over-annotate. The ⚡ bolt icon marks clustered matches: three or more patterns within a 10-line window, each receiving an additional ×1.5 density multiplier as dense clusters constitute far stronger evidence of synthetic authorship than isolated hits.

Over-Commented Block552 hits · 552 pts
SeverityFileLineSnippetContext
LOWazure-pipelines.yml1# ------------------------------------------------------------------------------COMMENT
LOWtest/Abp.TestBase.Tests/Properties/AssemblyInfo.cs21// The following GUID is for the ID of the typelib if this project is exposed to COMCOMMENT
LOWtest/Abp.Tests/Properties/AssemblyInfo.cs21// to COM components. If you need to access a type in this assembly from COMMENT
LOW…alization/TestResourceFiles/MyTestResource.Designer.cs1//------------------------------------------------------------------------------COMMENT
LOWtest/Abp.MemoryDb.Tests/Properties/AssemblyInfo.cs21// The following GUID is for the ID of the typelib if this project is exposed to COMCOMMENT
LOW…net-core-demo/AbpAspNetCoreDemo/wwwroot/_references.js1/// <autosync enabled="true" />COMMENT
LOW…-validation-unobtrusive/jquery.validate.unobtrusive.js281 /// <param name="adapterName" type="String">The name of the adapter to be added. This matches the name usedCOMMENT
LOWtest/Abp.AutoMapper.Tests/Properties/AssemblyInfo.cs21// The following GUID is for the ID of the typelib if this project is exposed to COMCOMMENT
LOW.github/lock.yml21COMMENT
LOWsrc/Abp.NHibernate/Properties/AssemblyInfo.cs21COMMENT
LOW…ntime/Caching/Redis/IAbpPerRequestRedisCacheManager.cs1namespace Abp.Runtime.Caching.Redis;COMMENT
LOWsrc/Abp.EntityFramework/EntityFramework/AbpDbContext.cs41 public IAbpSession AbpSession { get; set; }COMMENT
LOWsrc/Abp.EntityFramework/EntityFramework/AbpDbContext.cs61 public IGuidGenerator GuidGenerator { get; set; }COMMENT
LOW…work/EntityFramework/Extensions/QueryableExtensions.cs21 /// <summary>COMMENT
LOWsrc/Abp.EntityFramework/Properties/AssemblyInfo.cs21// Setting ComVisible to false makes the types in this assembly not visible COMMENT
LOWsrc/Abp.AutoMapper/AutoMapper/AutoMapExtensions.cs21 /// <typeparam name="TDestination">Type of the destination object</typeparam>COMMENT
LOWsrc/Abp.AutoMapper/Properties/AssemblyInfo.cs21// COM, set the ComVisible attribute to true on that type.COMMENT
LOWsrc/Abp/RandomHelper.cs21 /// <returns>COMMENT
LOWsrc/Abp/SequentialGuidGenerator.cs61 // byte[] randomBytes = Guid.NewGuid().ToByteArray();COMMENT
LOWsrc/Abp/SequentialGuidGenerator.cs141 /// Describes the type of a sequential GUID value.COMMENT
LOWsrc/Abp/AbpBootstrapper.cs21 /// Prepares dependency injection and registers core components needed for startup.COMMENT
LOWsrc/Abp/AbpServiceBase.cs41 /// <summary>COMMENT
LOWsrc/Abp/AbpServiceBase.cs121 /// <summary>COMMENT
LOWsrc/Abp/UI/UserFriendlyException.cs81 }COMMENT
LOWsrc/Abp/Configuration/ISettingDefinitionManager.cs1using System.Collections.Generic;COMMENT
LOWsrc/Abp/Configuration/ISettingManager.cs21 /// Gets current value of a setting.COMMENT
LOWsrc/Abp/Configuration/ISettingManager.cs41COMMENT
LOWsrc/Abp/Configuration/ISettingManager.cs61 /// Gets current value of a setting for a tenant level.COMMENT
LOWsrc/Abp/Configuration/ISettingManager.cs81 /// If fallbackToDefault is false, it just gets value from tenant and returns null if tenant has not defined a vCOMMENT
LOWsrc/Abp/Configuration/ISettingManager.cs101 /// Gets current value of a setting for a user level.COMMENT
LOWsrc/Abp/Configuration/ISettingManager.cs121 /// Gets current value of a setting for a user level.COMMENT
LOWsrc/Abp/Configuration/ISettingManager.cs141 /// <returns>Current value of the setting for the user</returns>COMMENT
LOWsrc/Abp/Configuration/ISettingManager.cs161COMMENT
LOWsrc/Abp/Configuration/ISettingManager.cs181 /// <returns>List of setting values</returns>COMMENT
LOWsrc/Abp/Configuration/ISettingManager.cs201 /// <summary>COMMENT
LOWsrc/Abp/Configuration/ISettingManager.cs221 /// Gets a list of all setting values specified for a tenant.COMMENT
LOWsrc/Abp/Configuration/ISettingManager.cs241 /// Gets a list of all setting values specified for a user.COMMENT
LOWsrc/Abp/Configuration/ISettingManager.cs261 /// <param name="value">Value of the setting</param>COMMENT
LOWsrc/Abp/Configuration/ISettingManager.cs281 /// Changes setting for a user.COMMENT
LOWsrc/Abp/Configuration/SettingInfo.cs1using System;COMMENT
LOWsrc/Abp/Configuration/IDictionaryBasedConfig.cs1using System;COMMENT
LOWsrc/Abp/Configuration/IDictionaryBasedConfig.cs21 /// </summary>COMMENT
LOWsrc/Abp/Configuration/IDictionaryBasedConfig.cs41COMMENT
LOWsrc/Abp/Configuration/SettingManagerExtensions.cs61 }COMMENT
LOWsrc/Abp/Configuration/SettingManagerExtensions.cs81 /// <param name="settingManager">Setting manager</param>COMMENT
LOWsrc/Abp/Configuration/SettingManagerExtensions.cs121 /// <summary>COMMENT
LOWsrc/Abp/Configuration/SettingDefinition.cs1using System;COMMENT
LOWsrc/Abp/Configuration/SettingDefinition.cs21 public ILocalizableString DisplayName { get; set; }COMMENT
LOWsrc/Abp/Configuration/SettingDefinition.cs41 /// Gets/sets group for this setting.COMMENT
LOWsrc/Abp/Configuration/SettingDefinition.cs61 /// Is this setting stored as encrypted in the data source.COMMENT
LOWsrc/Abp/Configuration/DictionaryBasedConfig.cs61COMMENT
LOWsrc/Abp/Configuration/ISettingStore.cs1using System.Collections.Generic;COMMENT
LOWsrc/Abp/Configuration/ISettingStore.cs21 /// Gets a setting or null.COMMENT
LOWsrc/Abp/Configuration/ISettingStore.cs41 /// <summary>COMMENT
LOWsrc/Abp/Configuration/ISettingStore.cs61 /// </summary>COMMENT
LOWsrc/Abp/Configuration/Startup/MultiTenancyConfig.cs1using Abp.Collections;COMMENT
LOW…bp/Configuration/Startup/ILocalizationConfiguration.cs21 /// <summary>COMMENT
LOW…bp/Configuration/Startup/ILocalizationConfiguration.cs41 /// </summary>COMMENT
LOW…/Abp/Configuration/Startup/IAbpStartupConfiguration.cs21 public interface IAbpStartupConfiguration : IDictionaryBasedConfigCOMMENT
LOW…/Abp/Configuration/Startup/IAbpStartupConfiguration.cs41 IEventBusConfiguration EventBus { get; }COMMENT
492 more matches not shown…
Hallucination Indicators4 hits · 40 pts
SeverityFileLineSnippetContext
CRITICALtest/aspnet-core-demo/AbpAspNetCoreDemo/Startup.cs145 options.IocManager.IocContainer.Kernel.ComponentModelBuilder.RemoveContributor(propInjector);CODE
CRITICALtest/aspnet-core-demo/AbpAspNetCoreDemo/Startup.cs146 options.IocManager.IocContainer.Kernel.ComponentModelBuilder.AddContributor(new AbpPropertiesDependenciesModCODE
CRITICAL…ZeroCore.Tests/Zero/Users/UserManager_Options_Tests.cs14 userManager.Options.Tokens.ProviderMap.Count.ShouldBeGreaterThan(0);CODE
CRITICAL…ZeroCore.Tests/Zero/Users/UserManager_Options_Tests.cs17 userManager.Options.Tokens.ProviderMap.Count.ShouldBeGreaterThan(0);CODE
Fake / Example Data14 hits · 18 pts
SeverityFileLineSnippetContext
LOWtest/Abp.Tests/Auditing/AuditingHelper_Tests.cs16 FullName = "John Doe",CODE
LOW…zation/HumanizerOfUndefinedLocalizationSource_Tests.cs29 .GetString("Lorem ipsum dolor sit amet", new CultureInfo("en-US"))CODE
LOW…zation/HumanizerOfUndefinedLocalizationSource_Tests.cs29 .GetString("Lorem ipsum dolor sit amet", new CultureInfo("en-US"))CODE
LOW…zation/HumanizerOfUndefinedLocalizationSource_Tests.cs30 .ShouldBe("Lorem ipsum dolor sit amet");CODE
LOW…zation/HumanizerOfUndefinedLocalizationSource_Tests.cs30 .ShouldBe("Lorem ipsum dolor sit amet");CODE
LOW…zation/HumanizerOfUndefinedLocalizationSource_Tests.cs35 .ShouldBe("Lorem ipsum dolor sit amet");CODE
LOW…zation/HumanizerOfUndefinedLocalizationSource_Tests.cs35 .ShouldBe("Lorem ipsum dolor sit amet");CODE
LOW…zation/HumanizerOfUndefinedLocalizationSource_Tests.cs39 .GetString("LoremIpsum dolor sit amet", new CultureInfo("en-US"))CODE
LOW…zation/HumanizerOfUndefinedLocalizationSource_Tests.cs40 .ShouldBe("Lorem ipsum dolor sit amet");CODE
LOW…zation/HumanizerOfUndefinedLocalizationSource_Tests.cs40 .ShouldBe("Lorem ipsum dolor sit amet");CODE
LOW…e.Tests/Zero/EntityHistory/SimpleEntityHistory_Test.cs845 FullName = "John Doe",CODE
LOWdoc/WebSite/Dependency-Injection.md135 personService.CreatePerson("John Doe", 32);CODE
LOWdoc/WebSite/Dependency-Injection.md194 personService.CreatePerson("John Doe", 32);CODE
LOWdoc/WebSite/Dependency-Injection.md232 personService.CreatePerson("John Doe", 32);CODE
Synthetic Comment Markers2 hits · 15 pts
SeverityFileLineSnippetContext
HIGHazure-pipelines.yml4# This code was generated.COMMENT
HIGH…alization/TestResourceFiles/MyTestResource.Designer.cs3// This code was generated by a tool.COMMENT
Modern AI Meta-Vocabulary4 hits · 8 pts
SeverityFileLineSnippetContext
MEDIUM…Testing-with-Entity-Framework,-xUnit-Effort/index.html116<p>In the SimpleTaskSystemTestBase&#39;s PreInitialize method, we&#39;re registering <strong>DbConnection</strong> to deCODE
MEDIUM…Testing-with-Entity-Framework,-xUnit-Effort/index.html227<p>We will not do it like that since we&#39;re using dependency injection. All dependencies will be filled automaticallyCODE
MEDIUM…t-MVC-Web-API-EntityFramework-and-AngularJs/index.html364<p><strong>TaskAppService</strong> uses repositories for database operations. It gets references in it&#39;s constructorCODE
MEDIUM…t-MVC-Web-API-EntityFramework-and-AngularJs/index.html529<p>I defined name of the controller as &#39;<strong>sts.views.task.list</strong>&#39;. This my convention (for scalable CODE
Hyper-Verbose Identifiers5 hits · 7 pts
SeverityFileLineSnippetContext
LOWsrc/Abp.Web.Resources/Abp/Framework/scripts/abp.d.ts261 function getUserNotificationStateAsString(userNotificationState: userNotificationState): string;CODE
LOWsrc/Abp.Web.Resources/Abp/Framework/scripts/abp.d.ts263 function getUiNotifyFuncBySeverity(severity: severity): (message: string, title?: string, options?: any) => voidCODE
LOWsrc/Abp.Web.Resources/Abp/Framework/scripts/abp.d.ts265 function getFormattedMessageFromUserNotification(userNotification: IUserNotification): string;CODE
LOWsrc/Abp.Web.Resources/Abp/Framework/scripts/abp.d.ts267 function showUiNotifyForUserNotification(userNotification: IUserNotification, options?: any): void;CODE
LOWsrc/Abp.Web.Resources/Abp/Framework/scripts/abp.d.ts365 function truncateStringWithPostfix(str: string, maxLength: number, postfix?: string): string;CODE
Decorative Section Separators2 hits · 6 pts
SeverityFileLineSnippetContext
MEDIUMazure-pipelines.yml1# ------------------------------------------------------------------------------COMMENT
MEDIUMazure-pipelines.yml15# ------------------------------------------------------------------------------COMMENT
AI Slop Vocabulary1 hit · 1 pts
SeverityFileLineSnippetContext
LOW…-with-ASP.NET-MVC-EntityFramework-AngularJs/index.html655<p>We inject <strong>EventAppService</strong> as &#39;<strong>abp.services.app.event</strong>&#39; into Angular controllCODE